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<p>NearestNeighbor model for classification and regression.  
 <a href="classshark_1_1_nearest_neighbor_model.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="_nearest_neighbor_model_8h_source.html">shark/Models/NearestNeighborModel.h</a>&gt;</code></p>
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  <img id="dynsection-0-trigger" src="closed.png" alt="+"/> Inheritance diagram for shark::NearestNeighborModel&lt; InputType, LabelType &gt;:</div>
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<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-types" name="pub-types"></a>
Public Types</h2></td></tr>
<tr class="memitem:ad861d4d84775865f4e3fc8552b1bf7d3" id="r_ad861d4d84775865f4e3fc8552b1bf7d3"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">DistanceWeights</a> { <a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3a59852fa4ba61776a1c248dcd225d5ff5">UNIFORM</a>
, <a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3ac2c29fa77a65bda6e3626aebd9a3860a">ONE_OVER_DISTANCE</a>
 }</td></tr>
<tr class="memdesc:ad861d4d84775865f4e3fc8552b1bf7d3"><td class="mdescLeft">&#160;</td><td class="mdescRight">Type of distance-based weights.  <a href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">More...</a><br /></td></tr>
<tr class="separator:ad861d4d84775865f4e3fc8552b1bf7d3"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9953666995b55f2bdedcea40a6bc75c8" id="r_a9953666995b55f2bdedcea40a6bc75c8"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_nearest_neighbors.html">AbstractNearestNeighbors</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, LabelType &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#a9953666995b55f2bdedcea40a6bc75c8">NearestNeighbors</a></td></tr>
<tr class="separator:a9953666995b55f2bdedcea40a6bc75c8"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:a42904f42415222c765c0d82cdd8beb18" id="r_a42904f42415222c765c0d82cdd8beb18"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#a42904f42415222c765c0d82cdd8beb18">NearestNeighborModel</a> (<a class="el" href="classshark_1_1_nearest_neighbor_model.html#a9953666995b55f2bdedcea40a6bc75c8">NearestNeighbors</a> const *algorithm, unsigned int neighbors=3)</td></tr>
<tr class="memdesc:a42904f42415222c765c0d82cdd8beb18"><td class="mdescLeft">&#160;</td><td class="mdescRight">Constructor.  <br /></td></tr>
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<tr class="memitem:a5a708b0b1a630536eb43645884234f45" id="r_a5a708b0b1a630536eb43645884234f45"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#a5a708b0b1a630536eb43645884234f45">name</a> () const</td></tr>
<tr class="memdesc:a5a708b0b1a630536eb43645884234f45"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name.  <br /></td></tr>
<tr class="separator:a5a708b0b1a630536eb43645884234f45"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5b44f65297677be8a13fd333266ddc74" id="r_a5b44f65297677be8a13fd333266ddc74"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">DistanceWeights</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#a5b44f65297677be8a13fd333266ddc74">getDistanceWeightType</a> () const</td></tr>
<tr class="memdesc:a5b44f65297677be8a13fd333266ddc74"><td class="mdescLeft">&#160;</td><td class="mdescRight">query the way distances enter as weights  <br /></td></tr>
<tr class="separator:a5b44f65297677be8a13fd333266ddc74"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aad18955d8636665b356dfc82ef5013b3" id="r_aad18955d8636665b356dfc82ef5013b3"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#aad18955d8636665b356dfc82ef5013b3">setDistanceWeightType</a> (<a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">DistanceWeights</a> dw)</td></tr>
<tr class="memdesc:aad18955d8636665b356dfc82ef5013b3"><td class="mdescLeft">&#160;</td><td class="mdescRight">set the way distances enter as weights  <br /></td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><div class="compoundTemplParams">template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, class LabelType&gt;<br />
class shark::NearestNeighborModel&lt; InputType, LabelType &gt;</div><p>NearestNeighbor model for classification and regression. </p>
<p>The classification, the model predicts a class label according to a local majority decision among its k nearest neighbors. It is not specified how ties are broken.</p>
<p>For Regression, the (weighted) mean of the k nearest neighbours is computed. </p>

<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00194">194</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>
</div><h2 class="groupheader">Member Typedef Documentation</h2>
<a id="a9953666995b55f2bdedcea40a6bc75c8" name="a9953666995b55f2bdedcea40a6bc75c8"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a9953666995b55f2bdedcea40a6bc75c8">&#9670;&#160;</a></span>NearestNeighbors</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> , class LabelType &gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_abstract_nearest_neighbors.html">AbstractNearestNeighbors</a>&lt;<a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>,LabelType&gt; <a class="el" href="classshark_1_1_nearest_neighbor_model.html">shark::NearestNeighborModel</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, LabelType &gt;::NearestNeighbors</td>
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<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00197">197</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>

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<h2 class="groupheader">Member Enumeration Documentation</h2>
<a id="ad861d4d84775865f4e3fc8552b1bf7d3" name="ad861d4d84775865f4e3fc8552b1bf7d3"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ad861d4d84775865f4e3fc8552b1bf7d3">&#9670;&#160;</a></span>DistanceWeights</h2>

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<div class="memtemplate">
template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> , class LabelType &gt; </div>
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          <td class="memname">enum <a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">shark::NearestNeighborModel::DistanceWeights</a></td>
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<p>Type of distance-based weights. </p>
<table class="fieldtable">
<tr><th colspan="2">Enumerator</th></tr><tr><td class="fieldname"><a id="ad861d4d84775865f4e3fc8552b1bf7d3a59852fa4ba61776a1c248dcd225d5ff5" name="ad861d4d84775865f4e3fc8552b1bf7d3a59852fa4ba61776a1c248dcd225d5ff5"></a>UNIFORM&#160;</td><td class="fielddoc"><p>uniform (= no) distance-based weights </p>
</td></tr>
<tr><td class="fieldname"><a id="ad861d4d84775865f4e3fc8552b1bf7d3ac2c29fa77a65bda6e3626aebd9a3860a" name="ad861d4d84775865f4e3fc8552b1bf7d3ac2c29fa77a65bda6e3626aebd9a3860a"></a>ONE_OVER_DISTANCE&#160;</td><td class="fielddoc"><p>weight each neighbor's label with 1/distance </p>
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</table>

<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00201">201</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>

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<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a42904f42415222c765c0d82cdd8beb18">&#9670;&#160;</a></span>NearestNeighborModel()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> , class LabelType &gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_nearest_neighbor_model.html">shark::NearestNeighborModel</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, LabelType &gt;::NearestNeighborModel </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#a9953666995b55f2bdedcea40a6bc75c8">NearestNeighbors</a> const *&#160;</td>
          <td class="paramname"><em>algorithm</em>, </td>
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          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">unsigned int&#160;</td>
          <td class="paramname"><em>neighbors</em> = <code>3</code>&#160;</td>
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          <td>)</td>
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<p>Constructor. </p>
<dl class="params"><dt>Parameters</dt><dd>
  <table class="params">
    <tr><td class="paramname">algorithm</td><td>the used algorithm for nearest neighbor search </td></tr>
    <tr><td class="paramname">neighbors</td><td>number of neighbors </td></tr>
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  </dd>
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<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00210">210</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>

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<h2 class="groupheader">Member Function Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a5b44f65297677be8a13fd333266ddc74">&#9670;&#160;</a></span>getDistanceWeightType()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> , class LabelType &gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">DistanceWeights</a> <a class="el" href="classshark_1_1_nearest_neighbor_model.html">shark::NearestNeighborModel</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, LabelType &gt;::getDistanceWeightType </td>
          <td>(</td>
          <td class="paramname"></td><td>)</td>
          <td> const</td>
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<p>query the way distances enter as weights </p>

<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00219">219</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3ac2c29fa77a65bda6e3626aebd9a3860a">shark::NearestNeighborModel&lt; InputType, LabelType &gt;::ONE_OVER_DISTANCE</a>, and <a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3a59852fa4ba61776a1c248dcd225d5ff5">shark::NearestNeighborModel&lt; InputType, LabelType &gt;::UNIFORM</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a5a708b0b1a630536eb43645884234f45">&#9670;&#160;</a></span>name()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> , class LabelType &gt; </div>
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          <td class="memname">std::string <a class="el" href="classshark_1_1_nearest_neighbor_model.html">shark::NearestNeighborModel</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, LabelType &gt;::name </td>
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<p>From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name. </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_i_nameable.html#a9893f99314de30cd472e649c235d0db4">shark::INameable</a>.</p>

<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00215">215</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#aad18955d8636665b356dfc82ef5013b3">&#9670;&#160;</a></span>setDistanceWeightType()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> , class LabelType &gt; </div>
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          <td class="memname">void <a class="el" href="classshark_1_1_nearest_neighbor_model.html">shark::NearestNeighborModel</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, LabelType &gt;::setDistanceWeightType </td>
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          <td class="paramtype"><a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3">DistanceWeights</a>&#160;</td>
          <td class="paramname"><em>dw</em></td><td>)</td>
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<p>set the way distances enter as weights </p>

<p class="definition">Definition at line <a class="el" href="_nearest_neighbor_model_8h_source.html#l00224">224</a> of file <a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_nearest_neighbor_model.html#ad861d4d84775865f4e3fc8552b1bf7d3a59852fa4ba61776a1c248dcd225d5ff5">shark::NearestNeighborModel&lt; InputType, LabelType &gt;::UNIFORM</a>.</p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/shark/Models/<a class="el" href="_nearest_neighbor_model_8h_source.html">NearestNeighborModel.h</a></li>
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